strategic and structured approaches in automated …strategic and structured approaches in automated...
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Strategic and structured approaches in automated UPLC/HPLC method developmentUPLC/HPLC method development
systemsRudy Sneyers Jeroen Peeters Willy Janssens Luc Van Grieken and Gaby Török
June 9 - 10, 2005ANG annual meetingLatina, October 19 - 20, 2006 1
Rudy Sneyers, Jeroen Peeters, Willy Janssens, Luc Van Grieken and Gaby TörökJohnson & Johnson Pharmaceutical Research & Development
Pharmaceutical Development & Manufacturing Sciences Small Molecules- Method Development
Beerse, Belgium
Purity and Stability-indicating Assay Methods
If no standard components are available, method development can be performed with representative sub-samples to create one single composite sample. For the development of purity- and stability-p p p p y yindicating HPLC methods, the following sub-samples are mainly used:
Raw production batch and starting materials to cover the impurity profile profile Representative forced degradation samples to cover the primary degradation profileStressed drug product formulations (if available)
UPLC
g p ( )
Representative samples for Method
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pDevelopment
JNJ27387581_RSV 08-Mar-2006W1_COL1_70_S2 JNJ27387581_RSV 08-Mar-2006W1_COL1_70_S3
Composite and Sub-Samples_
17:18:33_ _ _
-20
100
%
W1_COL1_70_S3 2: Diode Array TIC
1.50e7
W1 COL1 70 S2 2: Diode Array
Excipients17:54:28
100W1_COL1_70_S3 2: Diode Array
TIC1.50e7
100
-19
100
%
W1_COL1_70_S2 2: Diode Array TIC
3.87e6
W1_COL1_70_S1 2: Diode Array TIC
d
Impurities
%
2.00 4.00 6.00 8.00 10.00 12.00 14.00 16.00 18.00 20.00 22.00 24.00Time-20
100
%
1.50e7Degradants
2.00 4.00 6.00 8.00 10.00 12.00 14.00 16.00 18.00 20.00 22.00 24.00Time-20
Composite sample
A threshold setting for each sub-sample is important to pick up only the components of interest.
In case of a synthesis batch, the threshold value should be low to label all ypeaks above 0.05%.
In case of forced degradation samples, the threshold could be high to match only primary degradation compounds (in this example, a threshold setting of 5 0% is used)
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Analytical Development - DS&CC 33
5.0% is used).
Trial & Error
Method Development by Trial-and-ErrorGenerally one single type of column is chosen at randomOth h t hi t l t d t Other chromatographic parameters are selected at random and adapted in several experiments (composition mobile phases, pH, buffer, column temperature, gradient)
Con’sStep by step optimization without scientific background resuslting in a method which by definition is not the g yoptimum separationVery Time ConsumingManual Raw Data evaluationNo Peak Tracking
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OVAT
4.5
5
3
3.5
4 0.75
0.80
0.95
1.151.151.25 1.55
2.15
2
2.5
3
% B
/min 0.85
1
1.5
0.90
1.05
0.751.251.501.00
0
0.5
0 5 10 15 20 25 30 35 40 45 50 55 60
0.65
0.80
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Temp
DoE
6
4
5
3
% B
/min
2
0
1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70
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0 5 10 15 20 25 30 35 40 45 50 55 60 65 70
Temp
Cl i l h d d l h h T i l & E ill
RoadblocksClassical method development approaches such as Trial & Error are still common practice. These step-by-step optimizations (One Variable at a Time) are very time-consuming and result in methods which are, by definition, not the optimum separations.
The major roadblock with UV-based detection approaches is the tracking of the peaks between all performed experiments.
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COSMOST id ll th di d t th COSMOS d l d
This innovative Screening and Method Development system is based on 3 l
To avoid all these disadvantages, the COSMOS process was developed.
Computer Organized Screening and Method Optimization System
principlesthe use of a scientific strategy (DoE)the introduction of a single quadrupole mass spectrometer beside the PDA detector (LC-MS)
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a special designed software for automated peak tracking and data evaluation
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COSMOS Strategy
Screening a matrix of all chromatographic parameters (full factorial DoE) takes too long
e.g. For 5 separation parameters (column, pH, organic modifier, temperature, and gradient)= (5 x 4 x 7 x 2) x (35 + 65) min = 28 000 min
± 467 h ± 20 d f b l = ± 467 hours or ± 20 days for one sub-sample
THEREFORE …
The most important chromatographic parameters are optimized in multiple WAVES based on a scientific approach (DoE).pp ( )
Chromatographic columns and pH are two of the most important parameters contributing to selectivity on reversed-phase HPLC. A wide pH range on each column is therefore screened first.
WAVE 1: Column screening and pH optimization5 x 4 = 20 x 35 min = 700 min = 11h40Screenings-module implemented in 1997 (without MS)
WAVE 2 O i difi i i iWAVE 2: Organic modifier optimization7 x 35 min = 245 min = 4h05
WAVE 3: Temperature and Gradient optimization(2 x 35 min) + (2 x 65 min) = 200 min = 3h20
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TOTAL = ± 19 hours for one sub-sample
Wave 1: Column - pH ScreeningpH 2.5 pH 4.8
Column 1 XBridge C18 - 3.5 μm (150 x 4.6 mm) Column 1 XBridge C18 - 3.5 μm (150 x 4.6 mm)Column 2 XBridge Shield RP18 - 3.5 μm (150 x 4.6 mm) Column 2 XBridge Shield RP18 - 3.5 μm (150 x 4.6 mm)Column 3 XBridge Phenyl - 3.5 μm (150 x 4.6 mm) Column 3 XBridge Phenyl - 3.5 μm (150 x 4.6 mm)Column 4 Ascentis Express C18 - 2.7µm (150 x 4.6mm) Column 4 Ascentis Express C18 - 2.7µm (150 x 4.6mm)Column 5 Atlantis T3 - 3 μm (150 x 4.6 mm) Column 5 Atlantis T3 - 3 μm (150 x 4.6 mm)
Solvent A 5 mM NH4TFA + 10 mM NH4Ac in water + 0.1% TFA Solvent A 5 mM NH4TFA + 10 mM NH4Ac in water + 0.05% HAc
pH 2.5 pH 4.8
Solvent B CH3CN + 0.1% TFA Solvent B CH3CN + 0.05% HAcGradient Gradient
Time 0 20 25 27 35 Time 0 20 25 27 35% A 95 0 0 95 95 % A 95 0 0 95 95% B 5 100 100 5 5 % B 5 100 100 5 5
Flow 1 ml/min Flow 1 ml/minColumn temperature 45°C Column temperature 45°C
Column 1 XBridge C18 - 3.5 μm (150 x 4.6 mm) Column 1 XBridge C18 - 3.5 μm (150 x 4.6 mm)Column 2 XBridge Shield RP18 - 3.5 μm (150 x 4.6 mm) Column 2 XBridge Shield RP18 - 3.5 μm (150 x 4.6 mm)Column 3 XBridge Phenyl - 3.5 μm (150 x 4.6 mm) Column 3 XBridge Phenyl - 3.5 μm (150 x 4.6 mm)Column 4 Ascentis Express C18 - 2.7µm (150 x 4.6mm) Column 4 Ascentis Express C18 - 2.7µm (150 x 4.6mm)C l 5 Atl ti T3 3 (150 4 6 ) C l 5 Atl ti T3 3 (150 4 6 )
pH 6.9 pH 9.2
Column 5 Atlantis T3 - 3 μm (150 x 4.6 mm) Column 5 Atlantis T3 - 3 μm (150 x 4.6 mm)
Solvent A 5 mM NH4TFA + 10 mM NH4Ac in water Solvent A 5 mM NH4TFA + 10 mM NH4Ac in water + 0.025% NH4OHSolvent B CH3CN Solvent B CH3CN + 0.025% NH4OHGradient Gradient
Time 0 20 25 27 35 Time 0 20 25 27 35% A 95 0 0 95 95 % A 95 0 0 95 95% B 5 100 100 5 5 % B 5 100 100 5 5
20 experiments for each sub-sample are conducted. When all of the data are collected foreach pH/column combination, the peaks are matched. A resolution map is generated for
h l i i di ti f th ti l H f h Th h t t d
Flow 1 ml/min Flow 1 ml/minColumn temperature 45°C Column temperature 45°C
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Analytical Development - DS&CC 1010
each column, giving a prediction for the optimal pH for each. The chromatograms are rated,and the optimal column and pH is chosen.
Column
312 3
45 6
79
10
8 11
3 9Platinum EPS C18XBridge C18
4
3
5
1
2 89
67
10
111
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pH
pH 2.5
pH 7
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Wave 2: Organic modifier Screening
Column XBridge C18 - 3.5 μm (150 x 4.6 mm)
C1CH3CN
C1CH3CN
Solvent A 5 mM NH4TFA + 10 mM NH4Ac in water + 0.1% TFA
Solvent B OM1 CH3CN + 0.1% TFAOM2 CH3OH + 0.1% TFAOM3 CH3CN - IPA (50/50) + 0.1% TFAOM4 CH3CN - CH3OH (50/50) + 0.1% TFA
C2 C3
C4 C5
C6
CH3CN - CH3OH (50/50)
CH3CN - IPA (75/25)
C2 C3
C4 C5
C6
CH3CN - CH3OH (50/50)
CH3CN - IPA (75/25)
O C 3C C 3O ( / ) . %OM5 CH3CN - IPA (75/25) + 0.1% TFAOM6 CH3OH - CH3CN - IPA (50/25/25) + 0.1% TFA
GradientTime 0 20 25 27 35% A 95 0 0 95 95
C2 C3C6CH3OH CH3CN - IPA
(50/50)CH3OH - CH3CN - IPA
(50/25/25)
C2 C3C6CH3OH CH3CN - IPA
(50/50)CH3OH - CH3CN - IPA
(50/25/25)
% B 5 100 100 5 5
Flow 1 ml/min
Column temperature 45°C
On the best column and with the optimized aqueous mobile phase from Wave 1, sevenexperiments (derived from the Snyder’s solvent triagle) with different organic modifiers areperformed to predict the optimal organic mobile phase composition
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Analytical Development - DS&CC 1313
performed to predict the optimal organic mobile phase composition.
Organic modifier
CH3CN
CH3CN - MeOH
CH3CN - IPA
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Wave 3: Gradient - Temperature ScreeningColumn XBridge C18 - 3.5 μm (150 x 4.6 mm) Column XBridge C18 - 3.5 μm (150 x 4.6 mm)
Solvent A 5 mM NH4TFA + 10 mM NH4AC + 0.1% TFA Solvent A 5 mM NH4TFA + 10 mM NH4AC + 0.1% TFASolvent B CH3CN - MeOH (50/50, v/v) Solvent B CH3CN - MeOH (50/50, v/v)
Gradient GradientTime 0 20 25 27 35 Time 0 50 55 57 65% A 95 0 0 95 95 % A 95 0 0 95 95% B 5 100 100 5 5 % B 5 100 100 5 5
Flow 1 ml/min Flow 1 ml/min
Column temperature 30°C Column temperature 30°C
Column XBridge C18 - 3.5 μm (150 x 4.6 mm) Column XBridge C18 - 3.5 μm (150 x 4.6 mm)
Solvent A 5 mM NH4TFA + 10 mM NH4AC + 0.1% TFA Solvent A 5 mM NH4TFA + 10 mM NH4AC + 0.1% TFASolvent B CH3CN - MeOH (50/50, v/v) Solvent B CH3CN - MeOH (50/50, v/v)
Gradient GradientTime 0 20 25 27 35 Time 0 50 55 57 65% A 95 0 0 95 95 % A 95 0 0 95 95% B 5 100 100 5 5 % B 5 100 100 5 5
Flow 1 ml/min Flow 1 ml/min
On the best column and with the optimized aqueous mobile phase from Wave 1, and withthe optimized organic modifier out of Wave 2, four experiments are conducted to predict
Column temperature 60°C Column temperature 60°C
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p g p pthe optimal gradient slope and column temperature.
Gradient Slope
25 min 30 min
35 min
10 mM NH4OAC + 0.01% HAc 95 30CH3CN - MeOH (60/40) 5 70
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Temperature
RT
45°C
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COSMOS Equipment (Twins)
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Manual process for Data evaluation
Make a stacked overlay of PDA (MaxPlot) and MS (TIC) signal
Define the correlating mass for each PDA peak or vice versa
Generate a component list (Excel® Component Table) of all masses found across all experiments with corresponding RT
Reject false positives (Blank peaks, Ghost-peaks, baseline j p ( p , p ,fluctuations, …)
All labeled components are listed into one Component Table which can be transferred to commercial chromatographic experimental g p pdesign software.
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Stacked Overlay PDA - TIC
W1_COL4_25_S1
100W 1_COL4_25_S1 2: Diode Array
TIC6.71e7
8.00
9.27
% 6.37
5.40
4 66
6.63
7 82
8.16
8.33
11.06
10.90
11.90
100
-10
4.66 7.82 8.92
W 1_COL4_25_S1 1: Scan ES+ TIC
5.50e711.03
8.93 10.90
%
8.90
8.188.006.64
6.38
4.66
4.825 41
7.83
8.339.26 11.89
4.00 5.00 6.00 7.00 8.00 9.00 10.00 11.00 12.00 13.00Time-10
5.41
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Analytical Development - DS&CC 2020
Define correlating MH+ and RTW1_COL4_25_S1
100W1_COL4_25_S1 396 (6.627) 1: Scan ES+
2.10e7411
MH+ 411W1_COL4_25_S1
100W1_COL4_25_S1 2: Diode Array
TIC6.71e7
27
%
412
10
%
RT
6.63
RT
9.2
150 175 200 225 250 275 300 325 350 375 400 425 450 475 500 525 550 575 600 625 650 675 700 725 750 775 800 825 850 875 900m/z0
206159167 192 227 368348328295230 259 280 326 370 402
413
415 844454 784584564522507490486 561 742656646607622 665687 721697 771 812 835 863 886 898
W1_COL4_25_S1
100W1_COL4_25_S1 554 (9.265) Cm (552:559) 1: Scan ES+
1.35e7314
MH+ 314
100
%
-10W1_COL4_25_S1 1: Scan ES+
TIC5.50e7
%4.00 5.00 6.00 7.00 8.00 9.00 10.00 11.00 12.00 13.00 14.00
Time-10
Column 4 pH 2.5
150 175 200 225 250 275 300 325 350 375 400 425 450 475 500 525 550 575 600 625 650 675 700 725 750 775 800 825 850 875 900m/z0
297234205172151 195 242 286276
315
627
316355
328 408402364 472459417 601523507500 563547 575 613628
649640 662 785716680 722 764 796 840817 880876 888897
Generate a list of all masses found with June 9 - 10, 2005ANG annual meeting
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21
Generate a list of all masses found with corresponding RT
Co-elution
W1_COL4_25_S1
100W1_COL4_25_S1 478 (7.996) Cm (476:483) 1: Scan ES+
9.55e6396
MH+ 380 - 396 - 426
W1_COL4_25_S1
100W1_COL4_25_S1 2: Diode Array
TIC6.71e7
00
380
10
% RT
8.%
426
397
100
%
-10W1_COL4_25_S1 1: Scan ES+
TIC5.50e7
150 175 200 225 250 275 300 325 350 375 400 425 450 475 500 525 550 575 600 625 650 675 700 725 750 775 800 825 850 875 900m/z0
245194182151 239230 348246 346328276 306 378
381
398
402
428
429
760430 531448477 523482 533547 587 755606 654607 651 715684705 776 782 821830854 876877 8974.00 5.00 6.00 7.00 8.00 9.00 10.00 11.00 12.00 13.00
Time-10
Column 4 pH 2.5
In case of co-elution, it can be expected that within 20 experiments all peaks are likely to be resolved at least once and the corresponding masses added to the Component Table
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Component Table
Co-elution
W1_COL1_25_S1
100W1_COL1_25_S1 529 (8.861) 1: Scan ES+
2.03e7426
MH+426
W 1 _ C O L 1 _ 2 5 _ S 1
1 0 0
%
W 1 _ C O L 1 _ 2 5 _ S 1 2 : D io d e A r ra y T IC
6 .5 3 e 7
RT
8.81
%
428
1 0 0
%
-1 0W 1 _ C O L 1 _ 2 5 _ S 1 1 : S c a n E S +
T IC9 .7 2 e 7
150 175 200 225 250 275 300 325 350 375 400 425 450 475 500 525 550 575 600 625 650 675 700 725 750 775 800 825 850 875 900m/z0
155348259235195192 205 328300279 411402
394370
429
430 448 707657561481 521486 547 603599 619622 673 683 873709 743 853757 819806759 841 877891
W1_COL3_90_S1
100W1_COL3_90_S1 745 (12.505) 1: Scan ES+
9.20e7380
5 .0 0 6 .0 0 7 .0 0 8 .0 0 9 .0 0 1 0 .0 0 1 1 .0 0 1 2 .0 0 1 3 .0 0 1 4 .0 0T im e-1 0
Column 1 pH 2.5W 1 _ C O L 3 _ 9 0 _ S 1
1 0 0W 1 _ C O L 3 _ 9 0 _ S 1 2 : D io d e A r ra y
T IC 100
%
9.20e7
MH+ 380
-1 0
1 0 0
%
T IC5 .4 3 e 7
W 1 C O L 3 9 0 S 1 1 : S c a n E S +
RT
12.4
8
%
194151 165378
245205 222 304300256 327 344
381
382 443383 402
411
822759444
721488465 504 532 644545 578 663 683 703 723 761781 798 824844883854 885
1 0 0
%
W 1 _ C O L 3 _ 9 0 _ S 1 1 : S c a n E S + T IC
3 .2 0 e 8
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150 175 200 225 250 275 300 325 350 375 400 425 450 475 500 525 550 575 600 625 650 675 700 725 750 775 800 825 850 875 900m/z0
194165 245 304300 327 344 411 721488 504 532 644578 663 683 703 723 761 883854 885
7 .0 0 8 .0 0 9 .0 0 1 0 .0 0 1 1 .0 0 1 2 .0 0 1 3 .0 0 1 4 .0 0 1 5 .0 0 1 6 .0 0 1 7 .0 0 1 8 .0 0 1 9 .0 0 2 0 .0 0 2 1 .0 0 2 2 .0 0 2 3 .0 0T im e-1 0
Column 3 pH 9.0
Excel® Component Table
MassW1_COL1_10_25
W1_COL1_10_48
W1_COL1_10_70
W1_COL1_10_90
W1_COL2_10_25
W1_COL2_10_48
W1_COL2_10_70
W1_COL2_10_90
W1_COL3_10_25
W1_COL3_10_48
W1_COL3_10_70
W1_COL3_10_90
RT RT RT RT RT RT RT RT RT RT RT RT205 6.11 5.44 7.67 9.56 4.97 5.04 7.56 9.55 5.79 6.14 9.08 9.89245 9 12 12 3 12 3 12 3 7 76 11 99 12 13 12 04 8 66 11 78 11 94 11 93245 9.12 12.3 12.3 12.3 7.76 11.99 12.13 12.04 8.66 11.78 11.94 11.93297 11.05 12.84 14.47 14.57 9.71 12.13 14.02 10.01 10.41 12.33 13.88 13.84300 11.46 11.73 11.7 11.68 10.33 11.44 11.53 11.41 11.22 11.41 11.55 11.52309 6.47 8.48 9.75 9.8 5.66 8.62 10.01 10.1 6.28 8.78 10.11 10.1314 9.41 10.9 10.84 10.8 8.66 11.32 11.4 11.29 9.44 10.71 10.81 10.74340 9.54 9.57 9.57 9.2 7.89 9.27 9.47 8.94 9.34 9.28 9.39 8.98368 7 04 6 62 7 4 9 13 6 8 6 85 7 78 9 63 7 19 7 21 9 2 9 52368 7.04 6.62 7.4 9.13 6.8 6.85 7.78 9.63 7.19 7.21 9.2 9.52369 13.07 14 19.16 19.72 11.59 13.35 18.09 18.53 12.53 14.36 18.25 17.49380 9.25 9.09 12 12.59 8.42 8.95 12.03 12.54 9.02 9.71 12.52 12.4396 9.2 8.94 11.5 12.15 8.32 8.9 11.86 12.49 9.02 9.64 12.35 12.05411 7.89 8.55 9.97 11.48 7.09 8.45 9.96 11.52 7.59 9.31 12.15 11.7415 13.61 16.29 17.43 17.54 11.94 15.32 16.74 16.63 12.68 15.14 16.23 16.14416 9.24 10.83 14.54 15.27 8.18 10.6 14.29 14.91 8.94 11.46 14.79 14.44426 8.78 8.48 10.26 11.04 8.41 8.62 10.63 11.46 8.8 9.04 11.31 11.22459 9.79 11.1 12.97 14.7 8.74 10.88 13.05 14.67 9.49 12.15 16.39 15.09531 9.56 12.47 13.49 13.56 8.85 12.04 13.25 13.24 9.14 12.47 13.6 13.57705 12.92 16.54 16.47 16.51 11.72 15.99 16.15 15.88 12.4 15.98 16.05 15.45
X 17.67 17.67 17.75 17.71 15.43 17.28 17.66 17.37 17.44 15.45 15.64 15.59
The Component Table can be transferred to advanced experimental designsoftware (LC Simulator) where the experiments are modelled and a resolution map is generated, giving a prediction for the optimum for each examined chromatographic variable
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Analytical Development - DS&CC 24
chromatographic variable.
COSMOS Software
Rigorous method development performed with composite samples and g p p p pmultiple chromatographic detectors results in a tremendous amount of hyphenated data files. This amount of data makes it cumbersome to see the whole story that the data is telling.One way to organize these data is the collection of the relevant peak data in One way to organize these data is the collection of the relevant peak data in one single location. The Method Development Console (AutoChrom) is designed to summarize these data while retaining full links back to the hyphenated raw data. After data acquisition the detector signals are directly imported to an After data acquisition, the detector signals are directly imported to an AutoChrom workspace, then UV and MS Peak matching are applied to label the peaks in all experiments. Compounds with either UV or MS response are being picked up.All l b l d t li t d t ti ll i t C t T bl All labeled components are listed automatically into one Component Table which can be passed to LC Simulator for modeling and prediction.
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AutoChrom Method Development Cycle
Acquire data
Automatically track peaks between injections
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between injections
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Separation acceptable?
Create peak table
YES
Final Method
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p
AutoChrom Method Development Cycle
Acquire data
Automatically track peaks between injections
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mAU
50
75
100
125
150
175
between injectionsSelect next experiment
min6 8 10 12 14 16 18 20
0
25
min6 8 10 12 14 16 18 20
0
25
min6 8 10 12 14 16 18 20
0
25
Separation acceptable?
Create peak table
NOModel separations
Create resolution map
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Analytical Development - DS&CC 27
p
AutoChrom Method Development Cycle
Acquire data
Automatically track peaks between injections
min6 8 10 12 14 16 18 20
mAU
0
25
50
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100
125
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175
mAU
50
75
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125
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min6 8 10 12 14 16 18 20
mAU
0
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mAU
50
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min6 8 10 12 14 16 18 20
mAU
0
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50
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mAU
50
75
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125
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between injectionsSelect next experiment
min6 8 10 12 14 16 18 20
0
25
min6 8 10 12 14 16 18 20
0
25
min6 8 10 12 14 16 18 20
0
25
Separation acceptable?
Create peak table
NOModel separations
Create resolution map
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Analytical Development - DS&CC 28
p
AutoChrom Method Development Cycle
Acquire data
Automatically track peaks between injections
min6 8 10 12 14 16 18 20
mAU
0
25
50
75
100
125
150
175
mAU
50
75
100
125
150
175
min6 8 10 12 14 16 18 20
mAU
0
25
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mAU
50
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min6 8 10 12 14 16 18 20
mAU
0
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mAU
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between injections
min6 8 10 12 14 16 18 20
0
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min6 8 10 12 14 16 18 20
0
25
min6 8 10 12 14 16 18 20
0
25
Separation acceptable?
Create peak table
YES
Final Method
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Analytical Development - DS&CC 29
p
AutoChrom Workspace
The AutoChrom workspace is designed to organize the different waves. In the left example, Wave 1 is setup for five columns four pHs three five columns, four pHs, three sub-samples, and two detectors. Once a wave is created with the AutoChrom wizard, it can be saved as a template and will be available for the next application.
Wave 1 Wave 2 Wave 3 All Waves
Some example of method development workflows showing individual optimization and screening
Wave 1 Wave 2 Wave 3 All Waves
optimization and screening waves. The project can link and organize instrument data by wave, linking organization of the data to the decision-
ki
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Analytical Development - DS&CC 3030
making process.
MS Signals
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Analytical Development - DS&CC 3131
W1_COL2_25_S1 JNJ27387581_RSV 08-Mar-2006
IntelliXtract : baseline correction & peak tracking
15:12:07
100W1_COL2_25_S1 2: Diode Array
2303.20e5
%
100
-16W1_COL2_25_S1 1: Scan ES+
TIC5.88e7
%
2.00 4.00 6.00 8.00 10.00 12.00 14.00 16.00 18.00Time-10
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Analytical Development - DS&CC 3232
IntelliXtract done!
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Analytical Development - DS&CC 3333
MS Peak Matching done
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Analytical Development - DS&CC 3434
MS Peak Matching 100% accurate
UV Signals
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Analytical Development - DS&CC 3535
UV Peak Matching done
UV Peak Matching ± 60% accurateJune 9 - 10, 2005ANG annual meeting
36Rudy Sneyers J&J PRDAnalytical Development - DS&CC 36
36
g
Reconciliation
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Analytical Development - DS&CC 3737
Composite Peak Table
After the UV- and MS-MAP algorithms are executed, the results (tables of masses andcorresponding retention times) are directly imported into the AutoChrom workspace. After
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Analytical Development - DS&CC 3838
completion of all sub-samples from the entire workflow, a component table can begenerated.
Simulated Composite chromatogram after reconciliation
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Analytical Development - DS&CC 3939
LC Simulator
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Analytical Development - DS&CC 4040
Wave 1: Resolution Map
A quadratic polynomial model based on the 4 measurements is constructed in order to predictretention times as a function of the pH. The predicted retention times at intermediate pH-valueswith their corresponding peak widths (considered constant since gradient elution) are sorted fromhigh to low, and finally the resolutions between successive peaks are calculated and the Rsmin can
June 9 - 10, 2005ANG annual meeting41Rudy Sneyers J&J PRD
Analytical Development - DS&CC 4141
g , y p minbe predicted for each pH value and the optimal pH can be determined.
Wave 2: Resolution Map
(50)Min Rs 1.62
50% ACN - 40% MeOH - 10% X
(55)Min Rs 1.41
60% ACN - 30% MeOH - 10% X% % %
(60)Min Rs 1 28
Two strategies were applied to predict from the seven experiments, derived from a Snyder’s solvent triangle, at which mobile phase composition, i.e., at which fractions of organic modifiers,
Min Rs 1.2870% ACN - 30% MeOH
the highest Rsmin values (i.e., the best separation for the worst separated peak pairs) can be reached. The first one explores the three sides of the solvent triangle one by one, whilst the second method investigates the complete triangle. Both strategies first predict the retention times and peak widths of each compound at every considered mobile phase composition by using a mathematical model, then retention times with their corresponding widths are sorted from high to low, and finally the
June 9 - 10, 2005ANG annual meeting42Rudy Sneyers J&J PRD
Analytical Development - DS&CC 4242
p g g yresolutions between successive peaks are calculated. In that way, the Rsmin can be predicted for each mobile phase composition and the optimal mobile phase can be determined.
Wave 3: Resolution Map
This wave is a 2-D optimization mode resulting in a 3-D resolution map. Small changes of theinvestigated parameters can influence the deterioration of the minimal resolution. The areas withgood resolution are colored in red. A large area implicates a robust separation.Method suitability is a function defining the quality of the proposed separation in terms of runtime robustness resolution of the closest eluting peaks and minimum retention factor The optimal
June 9 - 10, 2005ANG annual meeting43Rudy Sneyers J&J PRD
Analytical Development - DS&CC 4343
time, robustness, resolution of the closest eluting peaks, and minimum retention factor. The optimalconditions with regard to resolution and suitability can be shown on the map (•).
R213129 - GLYT1Theoretical vs Practical
June 9 - 10, 2005ANG annual meeting44Rudy Sneyers J&J PRD
Analytical Development - DS&CC 4444
COSMOS second generation
By combining high resolution and speed of the UPLC chromatographic separation together with advanced MS chromatographic separation together with advanced MS detectors and software tools, it significantly improves the efficiency of method development.Due to the analysis time reduction with UPLC it is ypossible to speedup method development or cover more space of the DoE by combining wave 1 and 2.
(1 UPLC-SQD vs 3 HPLC-ZQ’s)(1 UPLC-SQD vs 3 HPLC-ZQ s).
On each column 4 pH’s and 3 organic modifiers are screened.
4 columns x 4 pH’s x 3 OM = 48 experimentsIn a separated wave 1 and 2 only 22 experiments are performed
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Analytical Development - DS&CC 4545
performed
Combined wave 1 and 2
Column 1 Acquity BEH C18 - 1.7 µm (150 x 2.1 mm) Column 1 Acquity BEH C18 - 1.7 µm (150 x 2.1 mm)Column 2 Acquity BEH Shield RP - 1.7 µm (150 x 2.1 mm) Column 2 Acquity BEH Shield RP - 1.7 µm (150 x 2.1 mm)Column 3 Acquity BEH Phenyl - 1.7 µm (150 x 2.1 mm) Column 3 Acquity BEH Phenyl - 1.7 µm (150 x 2.1 mm)Column 4 Acquity HSS T3 - 1.8 µm (150 x 2.1 mm) Column 4 Acquity HSS T3 - 1.8 µm (150 x 2.1 mm)
Solvent A 5 M NH TFA + 10 M NH AC i t + 0 1% TFA Solvent A 5 M NH TFA + 10 M NH AC i t + 0 05% HA
pH 4.8pH 2.5
Solvent A 5 mM NH4TFA + 10 mM NH4AC in water + 0.1% TFA Solvent A 5 mM NH4TFA + 10 mM NH4AC in water + 0.05% HAcSolvent B CH3CN Solvent B CH3CNSolvent C CH3OH Solvent C CH3OHSolvent D CH3CN - IPA (50/50) Solvent D CH3CN - IPA (50/50)
Gradient GradientTime 0 10 12 12.5 15 Time 0 10 12 12.5 15% A 95 0 0 95 95 % A 95 0 0 95 95% B 5 100 100 5 5 % B 5 100 100 5 5
Flow 0.4 ml/min Flow 0.4 ml/minColumn temperature 45°C Column temperature 45°C
pH 9pH 7
Column 1 Acquity BEH C18 - 1.7 µm (150 x 2.1 mm) Column 1 Acquity BEH C18 - 1.7 µm (150 x 2.1 mm)Column 2 Acquity BEH Shield RP - 1.7 µm (150 x 2.1 mm) Column 2 Acquity BEH Shield RP - 1.7 µm (150 x 2.1 mm)Column 3 Acquity BEH Phenyl - 1.7 µm (150 x 2.1 mm) Column 3 Acquity BEH Phenyl - 1.7 µm (150 x 2.1 mm)Column 4 Acquity HSS T3 - 1.8 µm (150 x 2.1 mm) Column 4 Acquity HSS T3 - 1.8 µm (150 x 2.1 mm)
Solvent A 5 mM NH4TFA + 10 mM NH4AC in water Solvent A 5 mM NH4TFA + 10 mM NH4AC in water + 0.025% NH4OHSolvent B CH3CN Solvent B CH3CNSolvent C CH3OH Solvent C CH3OH3 3
Solvent D CH3CN - IPA (50/50) Solvent D CH3CN - IPA (50/50)
Gradient GradientTime 0 10 12 12.5 15 Time 0 10 12 12.5 15% A 95 0 0 95 95 % A 95 0 0 95 95% B 5 100 100 5 5 % B 5 100 100 5 5
Flow 0.4 ml/min Flow 0.4 ml/min
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Analytical Development - DS&CC 4646
0. / 0. /Column temperature 45°C Column temperature 45°C
COSMOS12 Waters XBridge C18; 150mmx4.6mm;3.5µmRSNE
15:27:5821-Mar-2007Cosmos Mix
COSMOS with UPLC
1 5e+1
2.0e+1
col1_25_OM1_S1 2: Diode Array Range: 2.611e+110
AU
5.0
1.0e+1
1.5e+1
12
3
4
57
126
8
91113
1415
16
4 5e+1
2.00 3.00 4.00 5.00 6.00 7.00 8.00 9.00 10.00 11.00 12.00 13.00 14.00
0.0
W12_COL1_25_OM1_S1 2: Diode Array Range: 4.8e+1
10
AU 2.5e+1
3.0e+1
3.5e+1
4.0e+1
4.5e+1
3
10
6 8A
5.0
1.0e+1
1.5e+1
2.0e+1
12
3
4 57
12
6+8
911 13
1415
16
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Analytical Development - DS&CC 4747
Time2.00 3.00 4.00 5.00 6.00 7.00 8.00 9.00 10.00 11.00 12.00 13.00 14.00
0.0
Method Development Suite (ACD/Labs)
Set upInstrument Methods
and Sample Sets
Set up AutoChrom
and Sample Sets for Wave 1, 2 and 3 in
CDS system
pWorkspace for Wave 1 – 2 - 3
Transfer data with A t ti S
G t C t
Automation Server
Run IntelliXtract
Generate Component Table with
Processing Wizard 1 and 2
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Analytical Development - DS&CC 4848
AutoChrom for Empower (ACD/Labs)
Set up AutoChrom Workspace for
Wave xx (strategy)
Instrument Methods and Injections are
generated by AutoChromAutoChrom
INSTRUMENT CONTROL
Data are directly transfered in AutoChrom
Run IntelliXtract
Generate Component Table with
Processing Wizard xx
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Analytical Development - DS&CC 4949
xx
Process Output & Return
30
LC method development time and cost
20
25
10
15
Tim
e (h
)
0
5
1 2 3 4 5Dw ell time in days Cost in k$
1. Trial & error 2. Screenings-module 3. MS Twin approach 4 COSMOS (HPLC) 5 COSMOS (UPLC)
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Analytical Development - DS&CC 5050
4. COSMOS (HPLC) 5. COSMOS (UPLC)
New AutoChrom Tools
Safety netWith this new AutoChrom tool it is possible to detect new impurities.p pAfter running e.g. Wave 1 on a new production batch the software is capable to asign automatically new components by comparing the generated component table with the table of the last developed methodmethod.
Import of component listFor method development of known components (standards p p (available) it is possible to import a list of MW’s or structures into the software. Only these components will be tracked and summarized in the component table.
How to handle isomers (Under investigation)If standards are available bring the isomers in different sub-samples. The same can be done for compounds without MS
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Analytical Development - DS&CC 5151
response.
Conclusions
Select the most appropriate samples from forced degradation studies and the representative synthesis route to develop purity and stability indicating methods in order to demonstrate the specificity and suitability of chromatographic methods.The use of mass spectrometry with dedicated evaluation and The use of mass spectrometry with dedicated evaluation and modeling software is an innovative way to perform method development based on scienctific principles.COSMOS will significantly improve quality (reliability, robustness, g y p q y ( y, ,and life time) of the methods, reduces development time and costsbut also reduces loss of interpretation information and expensive retesting of samples. Wi h h h h d d f d i d h With the hyphenated data from modern instruments and the available computer capacity, AutoChrom is a tool for organizing, visualizing, and tracking the data retaining full links back to the original raw data.
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Analytical Development - DS&CC 52
original raw data.
Acknowledgement and Contact Information
The authors acknowledge ACD/Labs and the University of Brussels (VUB) for the collaboration and their contribution to this research project.
Mike McBrien and Mark BaylissAdvanced Chemistry Development, Inc. (ACD/Labs)Toronto, Ontario
M. Dumarey, A.M. van Nederkassel, Y. Vander HeydenVrije Universiteit Brussels (VUB)Vrije Universiteit Brussels (VUB)Department of Analytical Chemistry and Pharmaceutical TechnologyJette, Belgium
CONTACT INFORMATIONRudy Sneyers
rsneyers@prdbe jnj [email protected]℡ +32.14.60.29.83
Willy Janssenswjansse2@prdbe jnj com
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Analytical Development - DS&CC 53
[email protected]℡ +32.14.60.37.79
Backup
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Analytical Development - DS&CC 5454
Process COSMOS Software
6. 5.
RECONCILIATION4.
COMPONENT UV & MS TABLE
6. MODELING
7.
3. UV & MS
PEAK MATCHING
RESOLUTIONMAP
9
2. DATA TRANSFER
8. SELECT BEST
1. ACQUISITION
9. NEXT WAVE
Automation Server
June 9 - 10, 2005ANG annual meeting55Rudy Sneyers J&J PRD
Analytical Development - DS&CC 55Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK
Threshold Settings
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Analytical Development - DS&CC 56Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 56
Orthogonal Methods
16
20
0.980738
16
18
20
0.590822
8
12
C325
8
10
12
14
C42
5
44 6 8 10 12 14 16
C125
6
8
4 6 8 10 12 14 16
C125
After the final method is established, all previously performed experiments can be ranked interms of orthogonality using the correlation coefficient between the retention times of a givenindividual experiment and the final method.
The orthogonal methods are applied to check the validity of the method in terms of specificityg pp y p yeach time
When a change is made in the synthetic routeWhen a change is made in suppliers of raw materials and excipientsWhen there is a change in formulation
June 9 - 10, 2005ANG annual meeting57Rudy Sneyers J&J PRD
Analytical Development - DS&CC 57Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 57
g
Running Wave 1 is a better approach to perform orthogonal experiments (20 dimensions)
ChromGenius
ACD/ChromGenius can be trained with the previous identified structures. Simply enter experimental t ti ti d k idth i t Ch G i d t b ith th t tretention times and peak widths into a ChromGenius database with the structures.
This knowledge base of the structures can be used as a basis to predict retention times and chromatograms for new compounds based on chemical structure. Predictions are powered by physicochemical prediction software. Simply draw the structure of the new compound to be separated, and ACD/ChromGenius simulates the separation for each generic method In just a few seconds the methods are ranked according
June 9 - 10, 2005ANG annual meeting58Rudy Sneyers J&J PRD
Analytical Development - DS&CC 58Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 58
simulates the separation for each generic method. In just a few seconds, the methods are ranked according to suitability and displayed with a simulated chromatogram, and a table of predicted retention times, without performing any injection
COSMOS with UPLC
10
21
3
134 12
515
16
149
7 6
11
8
10
1611
10
3
12
13
15
16
14
11+8
4 5 79
612
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Analytical Development - DS&CC 59Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 59
13 16
LC Simulator - Suitability Options
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Analytical Development - DS&CC 60Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 60
COSMOS second generation
Improvement of pH predictionp p pDue to the use of different additives to prepare mobile phases with different pH’s, additional selectivity differences are introduced which results in inaccurate predictions of the pH.Use of a new buffer to screen the whole pH range.
June 9 - 10, 2005ANG annual meeting61Rudy Sneyers J&J PRD
Analytical Development - DS&CC 61Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 61
Selectivity differences
COSMOS Waters XBridge C18; 150mmx4.6mm;3.5µmWJAN
15:08:1019-Mar-2007Sample1
4.0e+1
5.0e+1
W 1_COL1_294_S1 2: Diode Array Range: 6.417e+19+10
COSMOS Waters XBridge C18; 150mmx4.6mm;3.5µmWJAN
15:08:1019-Mar-2007Sample1
4.0e+1
5.0e+1
W 1_COL1_294_S1 2: Diode Array Range: 6.417e+19+10
NH4FORA
U
0.0
1.0e+1
2.0e+1
3.0e+1
12
3
45
67
8
1112
13
1614
15
AU
0.0
1.0e+1
2.0e+1
3.0e+1
12
3
45
67
8
1112
13
1614
15
3 5e+1
4.0e+1
4.5e+1
0.00 2.00 4.00 6.00 8.00 10.00 12.00 14.00 16.00 18.00 20.00 22.00 24.00
-1.0e+1
W 1_COL1_294_S1 2: Diode Array Range: 4.906e+1
9
3 5e+1
4.0e+1
4.5e+1
0.00 2.00 4.00 6.00 8.00 10.00 12.00 14.00 16.00 18.00 20.00 22.00 24.00
-1.0e+1
W 1_COL1_294_S1 2: Diode Array Range: 4.906e+1
9
NH4TFA
AU
1.0e+1
1.5e+1
2.0e+1
2.5e+1
3.0e+1
3.5e+1
12
144
5 76
16
3
1110
8
12
AU
1.0e+1
1.5e+1
2.0e+1
2.5e+1
3.0e+1
3.5e+1
12
144
5 76
16
3
1110
8
12
NH4TFA
The use of NH4TFA results in a flat baseline and narrow peak widths.Though the pH is exactly the same, the elution order in both chromatograms is
Time0.00 2.00 4.00 6.00 8.00 10.00 12.00 14.00 16.00 18.00 20.00 22.00 24.00
0.0
5.0 15131112
Time0.00 2.00 4.00 6.00 8.00 10.00 12.00 14.00 16.00 18.00 20.00 22.00 24.00
0.0
5.0 15131112
June 9 - 10, 2005ANG annual meeting62Rudy Sneyers J&J PRD
Analytical Development - DS&CC 62Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 62
g p y gdifferent.
Importing Structures
June 9 - 10, 2005ANG annual meeting63Rudy Sneyers J&J PRD
Analytical Development - DS&CC 63Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 63
Method Development Suite (ACD/Labs)
Set upInstrument Methods
Set upInstrument Methods
Set upInstrument Methods
Set up AutoChrom
and Sample Sets for Wave 1 in CDS system
Set up AutoChrom
and Sample Sets for Wave 1 in CDS system
Set up AutoChrom
and Sample Sets for Wave 1 in CDS system
Set up AutoChrom Workspace Wave 1
Transfer data with Automation Server
Set up AutoChrom Workspace Wave 2
Transfer data with Automation Server
Set up AutoChrom Workspace Wave 3
Transfer data with Automation Server
Generate Component
Automation Server
Run IntelliXtract
Generate Component
Automation Server
Run IntelliXtract
Generate Component
Automation Server
Run IntelliXtract
June 9 - 10, 2005ANG annual meeting64Rudy Sneyers J&J PRD
Analytical Development - DS&CC 64Chromatographic Society Spring Symposium 19 – 20th May 2010 - Hoddesdon, UK 64
pTable with
Processing Wizard 1
pTable with
Processing Wizard 2
pTable with
Processing Wizard 2